Diffusion Removes Langevin's Conditioning Dependence: A Sharp Gaussian Analysis

Despite their empirical success, why diffusion models overcome the bottlenecks of classical score-based samplers remains unclear. In this work, we leverage Gaussian distributions to isolate this phenomenon.